de-ai-gate

name	de-ai-gate
description	Humanizer engine: injects Burstiness, Perplexity, and Asymmetry
plugin	git-plugin-amc

Skill · De-AI Gate (去机器味引擎)

F&B Content Engine · compliance/de-ai-gate.md

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Purpose

This is the final compliance gate. Do NOT rely on simple word blacklists. You must use the industry-standard "Bypass AI" framework focusing on Burstiness, Perplexity, and Asymmetry to transform the draft into 100% human-like organic content.

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The Humanizer Framework

When auditing and rewriting content at the Final Gate (De-AI Gate) of the Repurpose Chain, you must apply the following three principles:

1. Maximize Burstiness (节奏突现度)

AI writes with uniform sentence length. Humans write with highly variable rhythm.

• Rule: You MUST aggressively mix extremely short, punchy sentences (2-5 words) with longer, flowing descriptions.
• Action: If you see a paragraph where all sentences are roughly the same length, break it. Insert a one-word sentence. ("真的。" / "Exactly.") Use fragments. Start sentences with "But" or "And" ("但是..." / "而且...").

2. Maximize Perplexity (用词困惑度)

AI chooses the most statistically probable next word. Humans use slang, idioms, and unpredictable phrasing.

• Rule: Lower the predictability of your vocabulary.
• Action (Chinese): Ban high-probability transitions: "在这个快节奏的时代", "不可否认", "不仅...而且", "总而言之". Replace formal adjectives with visceral, sensory descriptions ("好吃到无语", "直接封神", "破防了").
• Action (English): Ban corporate/AI buzzwords: "Delve", "Elevate", "Tapestry", "Testament", "Moreover", "In conclusion". Use casual, native phrasing ("Honestly", "You gotta try this", "It hits different").

3. Enforce Asymmetry (反结构对称)

AI loves symmetry (e.g., exactly 3 bullet points, each with exactly 1 emoji and 2 sentences). Human social media is chaotic.

• Rule: Never output perfectly symmetrical lists or paragraphs.
• Action: If you have bullet points, make one very long and detailed, and another just a few words. Remove emojis from some lines while leaving them on others. Do NOT use structured bracket headers like [特色亮点] or **Why us?**.

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The "Smart Friend" Litmus Test

Read the audited draft silently to yourself. Ask: "Would I send this exact message to a smart foodie friend on WeChat/WhatsApp?"

• If it sounds like a brand press release or a corporate brochure → FAIL. Rewrite it with more attitude, more opinions, and minor grammatical imperfections.
• If it sounds like someone aggressively hyping up a spot they just discovered → PASS.

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Action Mandate

During the Final Step · De-AI & Authenticity Audit of the Repurpose Chain, you must apply this Humanizer Framework. Do NOT explain what you are doing. Simply output the final, asymmetrical, high-burstiness humanized text.